maestro-learn

name	maestro-learn
disable-model-invocation	true
description	User-invoked learning toolkit — guided reading, investigation, pattern extraction, or second opinions. Manual `/maestro-learn` only; NEVER auto-invoke for code exploration or analysis — route those intents to the analyze step via /maestro-next
argument-hint	follow|investigate|decompose|consult [args...]
allowed-tools	["Bash","Glob","Grep","Read","Write","followup_task","interrupt_agent","list_agents","request_user_input","send_message","spawn_agent","spawn_agents_on_csv","wait_agent"]
session-mode	none
version	0.5.55

Learning toolkit for building understanding of code, decisions, and plans. Four subcommands: - `follow` — guided section-by-section reading with forcing questions → understanding map - `investigate` — hypothesis-driven scientific investigation of a question → evidence-backed report - `decompose` — parallel multi-dimension pattern extraction → reusable pattern catalog - `consult` — alternative perspectives via review / challenge / interactive Q

All findings persist to .workflow/knowhow/ and append <spec-entry> blocks to .workflow/specs/learnings.md.

$ARGUMENTS — parse first token as ``, remainder as that subcommand's args.

Subcommand	Section
follow	Subcommand: follow
investigate	Subcommand: investigate
decompose	Subcommand: decompose
consult	Subcommand: consult

Routing errors:

Code	Condition	Recovery
E_NO_SUBCOMMAND	No subcommand provided in $ARGUMENTS	Display valid subcommands (follow, investigate, decompose, consult), prompt user to select
E_INVALID_SUBCOMMAND	Unrecognized first token	Display valid subcommands with usage hints

---

Subcommand: follow

Usage: /maestro-learn follow <path|wiki-id|topic> [--depth shallow|deep] [--save-wiki] [-y]

Guided reading: walk through content section-by-section using forcing questions to extract patterns, identify assumptions, and build an understanding map. Findings persist to `.workflow/specs/learnings.md` as `` blocks. Arguments — target and optional flags.

Target resolution (auto-detected):

Input	Resolution
File path (contains / or \)	Read source file
Wiki ID (<type>-<slug>)	maestro wiki get <id>
Topic string	maestro search "<topic>" → top result; fallback: Grep src/

Flags:

• --depth shallow (default): key patterns and structure only
• --depth deep: every function, every branch, every assumption
• --save-wiki: create wiki note entry with reading notes
• -y: Skip confirmation prompts for knowhow/spec writes

Storage read: target file + wiki forward/backlinks + coding-conventions.md + .workflow/specs/learnings.md (dedup) Storage write: .workflow/knowhow/KNW-follow-{slug}-{date}.md + append .workflow/specs/learnings.md

Output boundary: ALL file writes MUST target .workflow/knowhow/KNW-follow-{slug}-{date}.md and .workflow/specs/learnings.md only. NEVER modify source code or files outside these paths.

1. **Read-only traversal** — NEVER modify source code or wiki entries under analysis; all writes go to `.workflow/` only 2. **Forcing questions mandatory** — each section MUST have all 4 forcing questions applied; NEVER skip questions even for trivial sections 3. **Anchor requirement** — every extracted pattern MUST include a `file:line` anchor; unanchored patterns SHALL NOT be persisted to learnings.md 4. **Convention cross-ref** — MUST check every finding against `coding-conventions.md` and mark status (documented/candidate); NEVER persist without status tag 5. **Append-only learnings** — `.workflow/specs/learnings.md` MUST be appended, NEVER overwritten or truncated 6. **Confirmation gate** — unless `-y` is set, MUST present findings and target files via request_user_input before any writes 7. **Depth contract** — `--depth shallow` MUST NOT descend into function bodies; `--depth deep` MUST cover every branch and sub-expression

Phase Gates (MANDATORY, BLOCKING)

GATE 1: Resolve → Context Building (S_RESOLVE → S_CONTEXT)

• REQUIRED: Target resolved to a readable source (file path, wiki entry, or search result).
• BLOCKED if: target unresolvable after user prompt (E001/E002).

GATE 2: Reading → Extraction (S_READ → S_EXTRACT)

• REQUIRED: All sections traversed with 4 forcing questions applied per section.
• REQUIRED: Depth contract honored — shallow stays at top-level, deep covers every branch.
• BLOCKED if: any section skipped without forcing questions.

GATE 3: Extraction → Persistence (S_EXTRACT → S_PERSIST)

• REQUIRED: All extracted patterns have file:line anchors.
• REQUIRED: Convention cross-ref completed against coding-conventions.md (or marked "unknown status" if W002).
• BLOCKED if: unanchored patterns remain in extraction results.

GATE 4: Persistence → Completion (S_PERSIST → END)

• REQUIRED: Unless -y, request_user_input showing files to write and spec-entries to append — user must confirm.
• REQUIRED: KNW-follow-{slug}-{date}.md written with understanding map.
• REQUIRED: learnings.md appended (not overwritten) with new spec-entry blocks.
• BLOCKED if: user declines confirmation — offer to adjust findings before retry.

<state_machine>

S_RESOLVE — 解析 target (file/wiki/topic) PERSIST: — S_CONTEXT — 构建 1-hop 上下文邻域 PERSIST: — S_ORDER — 确定阅读顺序 PERSIST: — S_READ — 逐节应用 forcing questions PERSIST: — S_EXTRACT — 提取 patterns、cross-ref conventions PERSIST: — S_PERSIST — 写 understanding map + spec-entry 块 PERSIST: knowhow files

S_RESOLVE: → S_CONTEXT WHEN: target resolved → S_RESOLVE WHEN: unresolvable DO: request_user_input with suggestions

S_CONTEXT: → S_ORDER DO: A_BUILD_CONTEXT_WEB

S_ORDER: → S_READ DO: A_BUILD_READING_ORDER

S_READ: → S_EXTRACT DO: A_GUIDED_READ (apply 4 forcing questions per section)

S_EXTRACT: → S_PERSIST DO: A_EXTRACT_PATTERNS

S_PERSIST: → END GATE: unless -y, request_user_input showing files to write and spec-entries to append — proceed only on confirm DO: write KNW-follow + append .workflow/specs/learnings.md [+ wiki note if --save-wiki]

A_BUILD_CONTEXT_WEB

Target type	Context
Wiki entry	maestro wiki forward <id> + maestro wiki backlinks <id> → read top 3 related
Code file	Parse imports → dependency files; grep exports → reverse deps; read top 3 dependents (50 lines)
Directory	List files, identify entry points → build reading order: entry → core → utils → tests

A_BUILD_READING_ORDER

• Single file: split by function/class/export boundaries
• Wiki entry: split by markdown headings
• Directory: order by dependency (entry points first, leaf last)
• --depth shallow: top-level structure only; --depth deep: every body and branch

A_GUIDED_READ

For each section, apply 4 forcing questions:

#	Question	Extracts
1	"What pattern is being used here?"	Design patterns, idioms, conventions
2	"Why this approach instead of alternatives?"	Trade-offs, rejected options
3	"What assumption does this depend on?"	Implicit contracts, input shape, ordering
4	"What would break if this changed?"	Fragility, downstream effects

A_EXTRACT_PATTERNS

Extract: design patterns (with file:line anchors), naming conventions, error handling approach, data flow, assumptions. Cross-ref against coding-conventions.md: documented → "confirmed convention", undocumented → "candidate for maestro-spec add".

Write understanding map: Key Concepts, Patterns (table: name/location/convention status), Assumptions, Open Questions, Connections.

</state_machine>

<error_codes>

Code	Condition	Recovery
E001	No target path/wiki-id/topic provided	Prompt user for target
E002	Target path not found and wiki/grep search returned no results	Check path or broaden search terms
W001	Wiki forward/backlinks unavailable	Proceed without context web; note reduced coverage
W002	coding-conventions.md not found	All patterns marked "unknown status"
W003	Target > 1000 lines	Auto-switch to shallow; use --depth deep to override
</error_codes>

<success_criteria>

• 4 forcing questions applied per section
• Patterns extracted with file:line anchors and convention cross-ref
• Understanding map + spec-entry blocks written </success_criteria>

<next_step_routing>

• Deep pattern dive → /maestro-learn decompose <path>
• Add to specs → /maestro-spec add coding <description>
• Second opinion → /maestro-learn consult <file> </next_step_routing>

---

Subcommand: investigate

Usage: /maestro-learn investigate <question> [--scope <path>] [--max-hypotheses N] [-y]

Systematic investigation for understanding questions (not bug-fixing). 4-phase scientific method with scope lock, 3-strike escalation, and evidence persistence. Arguments — question text and optional flags.

Flags:

• --scope <path>: Restrict to files under this dir (default: entire project)
• --max-hypotheses N: Max hypotheses before escalation (default: 3)
• -y: Skip confirmation prompts for report/spec writes

Storage write:

• .workflow/knowhow/KNW-investigate-{slug}/evidence.ndjson — structured evidence (one JSON line per item)
• .workflow/knowhow/KNW-investigate-{slug}/understanding.md — evolving understanding
• .workflow/knowhow/KNW-investigate-{slug}/report.md — final report
• .workflow/specs/learnings.md — appended <spec-entry> blocks

Storage read: source files in scope + maestro search + .workflow/specs/learnings.md + debug-notes.md + codebase/architecture.md

Output boundary: ALL file writes MUST target .workflow/knowhow/KNW-investigate-{slug}/ and .workflow/specs/learnings.md only. NEVER modify source code or files outside these paths.

1. **Read-only investigation** — NEVER modify source code files; all writes go to `.workflow/` only 2. **Evidence append-only** — `evidence.ndjson` MUST be appended line-by-line; NEVER overwrite or truncate existing evidence entries 3. **Scope lock** — once `--scope` is resolved in S_FRAME, NEVER expand search scope without explicit user confirmation via S_ESCALATE 4. **Hypothesis cap** — MUST NOT generate more than `--max-hypotheses` (default 3) before triggering escalation; NEVER silently exceed the cap 5. **Structured evidence format** — every evidence entry MUST include `{ts, type, source, relevance, content, note}`; incomplete entries SHALL NOT be appended 6. **3-strike escalation** — after all hypotheses fail, MUST escalate to user via request_user_input; NEVER silently conclude as INCONCLUSIVE without user interaction 7. **Confirmation gate** — unless `-y` is set, MUST present report.md path and spec-entries via request_user_input before final writes

<state_machine>

S_FRAME — 解析问题、确定 scope、搜索先验知识 PERSIST: understanding.md (initial) S_EVIDENCE — 系统收集证据 PERSIST: evidence.ndjson S_PATTERN — 比对已知模式 PERSIST: understanding.md (patterns) S_HYPOTHESIZE — 生成假设列表 PERSIST: understanding.md (hypotheses) S_CLI_EXPLORE — CLI 辅助探索（可选） PERSIST: evidence.ndjson (append) S_TEST — 逐假设测试 PERSIST: evidence.ndjson + understanding.md S_ESCALATE — 3-strike 升级 PERSIST: — S_REPORT — 综合报告 + persist PERSIST: report.md + .workflow/specs/learnings.md

S_FRAME: → S_EVIDENCE DO: A_FRAME_QUESTION

S_EVIDENCE: → S_PATTERN DO: A_COLLECT_EVIDENCE

S_PATTERN: → S_HYPOTHESIZE DO: match evidence against debug-notes.md + .workflow/specs/learnings.md patterns

S_HYPOTHESIZE: → S_CLI_EXPLORE WHEN: CLI tools enabled (at least one tool in cli-tools.json enabled) AND hypotheses non-trivial (require cross-file tracing or data-flow analysis) DO: A_FORM_HYPOTHESES → S_TEST WHEN: no CLI tools OR trivial hypotheses (answerable by local Grep/Read) DO: A_FORM_HYPOTHESES

S_CLI_EXPLORE: → S_TEST DO: A_CLI_SUPPLEMENT (maestro delegate --to --mode analysis, run_in_background, STOP)

S_TEST: → S_REPORT WHEN: hypothesis confirmed DO: A_TEST_HYPOTHESIS → S_REPORT WHEN: all hypotheses tested (some confirmed) DO: A_TEST_HYPOTHESIS → S_ESCALATE WHEN: max_hypotheses all failed DO: A_TEST_HYPOTHESIS

S_ESCALATE: → S_HYPOTHESIZE WHEN: user broadens scope or provides new hypothesis DO: request_user_input → S_REPORT WHEN: user selects "Escalate" or still stuck DO: mark INCONCLUSIVE

S_REPORT: → END GATE: unless -y, request_user_input showing report.md path and spec-entries to append — proceed only on confirm DO: A_SYNTHESIZE_REPORT

A_FRAME_QUESTION

1. Parse question, generate slug, create KNW-investigate-{slug}/
2. Search prior knowledge: maestro search "<question>" + search .workflow/specs/learnings.md + read debug-notes.md
3. Write initial understanding.md (question, prior knowledge summary, scope, timestamp)

A_COLLECT_EVIDENCE

Parallel evidence gathering:

1. Code search: Grep keywords from question
2. File inspection: Read most relevant files
3. Import tracing: follow dependency chain
4. Git history: git log --oneline -10 -- <relevant-files>

Each item → append evidence.ndjson: {ts, type (code|git|search|doc), source (file:line), relevance (high|medium|low), content, note}

A_FORM_HYPOTHESES

Generate ranked hypotheses: each is specific, testable claim about "how/why". Rank by plausibility (evidence strength). Write to understanding.md:

• [HIGH] hypothesis — Evidence: {refs}
• [MEDIUM] hypothesis — Evidence: {refs}

A_CLI_SUPPLEMENT

maestro delegate "PURPOSE: Gather evidence for hypotheses
TASK: Trace call chains and data flows per hypothesis | Find corroborating/contradicting patterns
EXPECTED: JSON [{hypothesis_rank, evidence: [{file, line, supports: bool, explanation}]}]
" --to <first-enabled-tool> --mode analysis

Run_in_background, STOP, wait. On callback: append to evidence.ndjson.

A_TEST_HYPOTHESIS

For each hypothesis (rank order):

1. Design test: what evidence would confirm/disprove?
2. Execute: code trace, targeted search, data inspection
3. Record: append evidence.ndjson with type: "test"
4. Update: mark hypothesis confirmed / disproved / inconclusive

A_SYNTHESIZE_REPORT

Write report.md: Answer (or INCONCLUSIVE), Evidence Trail table, Hypotheses Tested table, Key Learnings, Open Questions. Append to .workflow/specs/learnings.md: confirmed → roles="implement", disproved → roles="analyze" (gotcha).

</state_machine>

<error_codes>

Code	Condition	Recovery
E001	No question text provided	Prompt user for investigation question
E002	--scope path not found	Check path
W001	Prior knowledge search returned no results	Proceed without prior context; note cold-start
W002	Very few evidence matches (<3)	Broaden search terms or expand scope
W003	All hypotheses inconclusive	Investigation marked INCONCLUSIVE
</error_codes>

<success_criteria>

• Evidence collected and logged to evidence.ndjson (structured NDJSON)
• At least 1 hypothesis formed and tested
• 3-strike escalation triggered if all fail
• Report + spec-entry blocks written </success_criteria>

<next_step_routing>

• Save to specs → /maestro-spec add debug <finding>
• Follow code → /maestro-learn follow <path>
• Decompose patterns → /maestro-learn decompose <module> </next_step_routing>

---

Subcommand: decompose

Usage: /maestro-learn decompose <path|module> [--patterns <list>] [--save-spec] [--save-wiki] [-y]

Systematic pattern extraction: analyze module across 4 dimensions using parallel agents, catalog findings with code anchors, persist to specs/wiki. Produces reusable pattern catalog. Arguments — target path/module and optional flags.

Target resolution: file path → that file; directory → all source files; module name → Glob src/**/{module}*.

Flags:

• --patterns <list>: Comma-separated pattern names to look for (default: detect all)
• --save-spec: recommend /maestro-spec add ... for each new pattern
• --save-wiki: create wiki note per dimension group
• -y: Skip confirmation prompts for knowhow/spec writes

Storage read: target files + coding-conventions.md + .workflow/specs/learnings.md (dedup) Storage write: .workflow/knowhow/KNW-decompose-{slug}-{date}.md + append .workflow/specs/learnings.md

Output boundary: ALL file writes MUST target .workflow/knowhow/KNW-decompose-{slug}-{date}.md and .workflow/specs/learnings.md only. NEVER modify source code or files outside these paths.

1. **Read-only analysis** — NEVER modify source code files under analysis; all writes go to `.workflow/` only 2. **Evidence-anchored findings** — every pattern MUST include at least one `file:line` anchor from source; unanchored patterns SHALL NOT be persisted 3. **Dedup before persist** — MUST cross-reference against existing `learnings.md` and `coding-conventions.md` before writing; duplicate entries SHALL NOT be appended 4. **Parallel agent isolation** — each dimension agent operates independently; NEVER share state between agents during analysis 5. **Confirmation gate** — unless `-y` is set, MUST present all findings and target files via request_user_input before any writes 6. **Append-only learnings** — `.workflow/specs/learnings.md` MUST be appended, NEVER overwritten or truncated

<state_machine>

S_RESOLVE — 解析 target 为具体文件列表 PERSIST: — S_DEDUP — 加载已有 patterns 用于去重 PERSIST: — S_ANALYZE — 4 维度并行 Agent 分析 PERSIST: — S_CROSSREF — 交叉引用、去重、标记状态 PERSIST: — S_CATALOG — 生成 pattern catalog 报告 PERSIST: outputs S_PERSIST — 写文件 + 可选 maestro-spec add/wiki create PERSIST: knowhow files

S_RESOLVE: → S_DEDUP WHEN: file list resolved → S_RESOLVE WHEN: unresolvable DO: request_user_input

S_DEDUP: → S_ANALYZE DO: read coding-conventions.md + .workflow/specs/learnings.md → build known pattern set

S_ANALYZE: → S_CROSSREF DO: A_PARALLEL_DIMENSION_ANALYSIS

S_CROSSREF: → S_CATALOG DO: A_CROSSREF_DEDUP

S_CATALOG: → S_PERSIST DO: write KNW-decompose report (grouped by dimension: pattern table + details)

S_PERSIST: → END GATE: unless -y, request_user_input showing files to write and patterns to persist — proceed only on confirm DO: append .workflow/specs/learnings.md [+ maestro-spec add if --save-spec] [+ wiki note if --save-wiki]

A_PARALLEL_DIMENSION_ANALYSIS

Spawn 4 Agents in single message:

Agent	Dimension	Looks for
1	Structural	Class hierarchy, composition, DI/IoC, Factory/Builder/Singleton, barrel exports
2	Behavioral	Event flow, middleware chains, observer/pub-sub, command/strategy, state machines
3	Data	Repository/DAO, DTO pipelines, caching (memo/LRU/TTL), serialization, schema validation
4	Error	Error boundaries, retry/backoff/circuit-breaker, fallback chains, guard clauses, logging

If --patterns specified: agents focus only on named patterns.

Each agent returns: [{ name, dimension, confidence (high/medium/low), anchors [file:line], description, rationale, tradeoffs }]

A_CROSSREF_DEDUP

For each finding, match against known pattern set:

Status	Condition
documented	Already in coding-conventions.md
known	In .workflow/specs/learnings.md (if file exists)
new	Not seen before (or learnings.md absent — treat all as new)

Flag contradictions (finding conflicts with documented convention). Merge duplicates across agents (same pattern found by multiple dimensions).

</state_machine>

<error_codes>

Code	Condition	Recovery
E001	No target path/module provided	Prompt user for target
E002	No source files in target	Check target has .ts/.js files
W001	One+ dimension agent failed	Proceed with available dimensions
W002	.workflow/specs/learnings.md missing or malformed	Treat all patterns as new; create file on persist
W003	Large target (>50 files)	Consider --patterns filter
</error_codes>

<success_criteria>

• 4 dimension agents spawned in parallel, findings with anchors
• Cross-reference: documented/known/new status assigned
• Pattern catalog written + .workflow/specs/learnings.md appended </success_criteria>

<next_step_routing>

• Follow-along → /maestro-learn follow <anchor-file>
• Second opinion → /maestro-learn consult <target>
• Add to specs → /maestro-spec add coding ... </next_step_routing>

---

Subcommand: consult

Usage: /maestro-learn consult <target> [--mode review|challenge|consult] [-y]

Structured second-opinion on code, decisions, or plans via three modes: review (3 parallel agents), challenge (adversarial), or consult (interactive Q&A). Findings persist to learnings.md. Arguments — target and optional mode flag.

Target resolution (auto-detected):

Input	Resolution
File path	Read file content
Wiki ID (<type>-<slug>)	maestro wiki get <id>
HEAD / staged	git diff HEAD / git diff --staged
Phase number	Resolve the sealed plan artifact through the selected Session's ArtifactRegistry

Flags:

• --mode review|challenge|consult (default: review)
• -y: Skip confirmation prompts for knowhow/spec writes

Pre-load (optional): recommend /maestro-spec load ... for conventions + maestro search "<target topic>" for related entries.

Output: .workflow/knowhow/KNW-opinion-{slug}-{YYYY-MM-DD}.md

Output boundary: ALL file writes MUST target .workflow/knowhow/KNW-opinion-{slug}-{YYYY-MM-DD}.md and .workflow/specs/learnings.md only. NEVER modify source code or files outside these paths.

1. **Read-only analysis** — NEVER modify source code, wiki entries, or plan files under review; all writes go to `.workflow/` only 2. **Agent independence** — in review mode, each of the 3 agents (Pragmatist/Purist/Strategist) MUST operate independently without shared state; NEVER pass one agent's findings to another 3. **Evidence-backed verdicts** — every finding MUST include a `location` reference (file:line or section); ungrounded opinions SHALL NOT appear in the report 4. **Mode contract** — MUST execute exactly the mode specified (review/challenge/consult); NEVER mix mode behaviors within a single execution 5. **Append-only learnings** — `.workflow/specs/learnings.md` MUST be appended, NEVER overwritten or truncated 6. **Confirmation gate** — unless `-y` is set, MUST present findings and target files via request_user_input before any writes

<state_machine>

S_RESOLVE — 解析 target PERSIST: — S_CONTEXT — 加载 specs/wiki 上下文 PERSIST: — S_EXECUTE — 按 mode 执行分析 PERSIST: — S_SYNTHESIZE — 综合观点、生成报告 PERSIST: outputs S_PERSIST — 写文件、append .workflow/specs/learnings.md PERSIST: knowhow files

S_RESOLVE: → S_CONTEXT WHEN: target resolved DO: read target content → S_RESOLVE WHEN: unresolvable DO: request_user_input for clarification

S_CONTEXT: → S_EXECUTE DO: load specs + wiki search (optional, proceed without)

S_EXECUTE: → S_SYNTHESIZE WHEN: mode == review DO: A_REVIEW → S_SYNTHESIZE WHEN: mode == challenge DO: A_CHALLENGE → S_SYNTHESIZE WHEN: mode == consult DO: A_CONSULT

S_SYNTHESIZE: → S_PERSIST DO: merge perspectives → agreements, disagreements, verdict, top 3 recommendations

S_PERSIST: → END GATE: unless -y, request_user_input showing files to write and spec-entries to append — proceed only on confirm DO: write KNW-opinion + append blocks to .workflow/specs/learnings.md

A_REVIEW

Spawn 3 Agents in single message:

Agent	Focus	Question
Pragmatist	simplicity, YAGNI, maintenance	"Simplest thing that works? Maintenance burden?"
Purist	correctness, edge cases, type safety	"What assumptions can be violated?"
Strategist	scalability, architecture alignment	"Supports future growth? Fits architecture?"

Each returns: persona, verdict (approve/concern/reject), confidence, findings[{severity, description, location, suggestion}], summary.

A_CHALLENGE

Spawn 1 adversarial Agent:

• Find weakest assumption
• Propose concrete breaking scenario
• Identify single biggest risk
• Suggest alternative approach
• Apply forcing questions: "What invalidates this?", "Simplest thing that breaks this?", "What would you regret in 6 months?", "What implicit contract isn't enforced?"

A_CONSULT

Interactive loop:

1. Agent studies target
2. Display "Target loaded. What would you like to know?"
3. request_user_input → Agent answers with code refs → repeat until "done"
4. Compile Q&A into report

</state_machine>

<error_codes>

Code	Condition	Recovery
E001	No target provided	Prompt user for target (path, wiki ID, HEAD, staged, or phase)
E002	Unknown --mode value	Use: review, challenge, or consult
E003	Target resolution failed — path not found, wiki ID invalid, or no staged changes	Check target exists
W001	One review agent failed	Proceed with available perspectives
W002	Specs/wiki pre-load unavailable	Proceed without convention context; note reduced coverage
</error_codes>

<success_criteria>

• Mode executed: review (3 parallel agents) / challenge (adversarial) / consult (interactive Q&A)
• Synthesis with agreements, disagreements, verdict
• Report written + findings appended to .workflow/specs/learnings.md </success_criteria>

<next_step_routing>

• Create issue → /maestro-manage issue create <description>
• Decompose patterns → /maestro-learn decompose <path>
• Follow code → /maestro-learn follow <path> </next_step_routing>